{"id":9439,"date":"2025-07-23T14:06:43","date_gmt":"2025-07-23T06:06:43","guid":{"rendered":"\/?p=9439"},"modified":"2025-07-23T14:06:43","modified_gmt":"2025-07-23T06:06:43","slug":"%e4%b8%ad%e7%a7%91%e9%99%a2%e6%b8%85%e5%8c%97%e9%87%8d%e7%a3%85%e5%8f%91%e5%b8%83%ef%bc%9a%e3%80%8c%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%e3%80%8d%e7%9a%84%e7%b3%bb%e7%bb%9f%e8%84%89%e7%bb%9c","status":"publish","type":"post","link":"\/?p=9439","title":{"rendered":"\u4e2d\u79d1\u9662\u6e05\u5317\u91cd\u78c5\u53d1\u5e03\uff1a\u300c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u300d\u7684\u7cfb\u7edf\u8109\u7edc\u56fe\u6765\u4e86"},"content":{"rendered":"
\n

\u4e00\u4efd\u6765\u81ea\u4e2d\u79d1\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u7684\u8c03\u7814\u62a5\u544a\uff0c\u53ef\u80fd\u4f1a\u6539\u53d8\u60a8\u5bf9AI\u7cfb\u7edf\u67b6\u6784\u7684\u8ba4\u77e5<\/em><\/p>\n<\/blockquote>\n

\"image-20250723133954722\"<\/p>\n

\u8fd8\u8bb0\u5f97\u53bb\u5e74\u5927\u5bb6\u75af\u72c2\u7814\u7a76\u600e\u4e48\u5199\u597dprompt\u5417\uff1f\u90a3\u65f6\u5019\u6211\u4eec\u89c9\u5f97\u638c\u63e1\u4e86\u51e0\u4e2a"\u8bf7\u4e00\u6b65\u6b65\u601d\u8003"\u7684\u6280\u5de7\u5c31\u80fd\u9a7e\u9a6d\u5927\u6a21\u578b\u4e86\u3002\u4e0d\u8fc7\uff0c\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\u7684\u7814\u7a76\u8005\u4eec\u6700\u8fd1\u53d1\u5e03\u7684\u8fd9\u4efd\u8c03\u7814\u62a5\u544a\u544a\u8bc9\u6211\u4eec\uff1a\u65f6\u4ee3\u53d8\u4e86\uff01\u4ed6\u4eec\u5206\u6790\u4e86\u8d85\u8fc71400\u7bc7\u7814\u7a76\u8bba\u6587<\/strong>\u540e\u53d1\u73b0\uff0c\u4f20\u7edf\u7684\u63d0\u793a\u5de5\u7a0b\u5df2\u7ecf\u8fdc\u8fdc\u8ddf\u4e0d\u4e0a\u73b0\u4ee3AI\u7cfb\u7edf\u7684\u590d\u6742\u6027\u4e86\u3002<\/p>\n

\"image-20250723134013713\"<\/p>\n

\u8fd9\u5f20\u9898\u56fe\u4e3a\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u6f14\u8fdb\u65f6\u95f4\u7ebf<\/strong>\u201d\uff0c\u5168\u9762\u5730\u63cf\u7ed8\u4e86\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u57282020\u5e74\u81f32025\u5e747\u6708\u7684\u5173\u952e\u53d1\u5c55\u8109\u7edc\uff0c\u5176\u4e2d\u7eff\u8272\u5206\u652f\u4e3aRAG\uff0c\u5496\u5561\u8272\u5206\u652f\u4e3a\u8bb0\u5fc6\u7cfb\u7edf\uff08Memory Systems\uff09\u65e9\u671f\u7684\u63a2\u7d22\u53ef\u4ee5\u8ffd\u6eaf\u5230 NTM (\u795e\u7ecf\u56fe\u7075\u673a) \u7b49\u6982\u5ff5\u3002\u7d2b\u8272\u5206\u652f\u4e3a\u5de5\u5177\u589e\u5f3a\u63a8\u7406 (Tool-Augmented Reasoning)\uff0c<\/strong>\u9ed1\u8272\u5206\u652f\u4e3a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf (Multi-Agent Systems)\uff0c\u611f\u5174\u8da3\u60a8\u53ef\u4ee5\u505c\u7559\u7247\u523b\uff0c\u4ed4\u7ec6\u770b\u4e00\u4e0b\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u63d0\u793a\u5de5\u7a0b\u4e0d\u591f\u7528\u4e86\uff1f<\/h2>\n

\u60a8\u6709\u6ca1\u6709\u53d1\u73b0\uff0c\u73b0\u5728\u7684AI\u52a9\u624b\u4e0d\u518d\u662f\u7b80\u5355\u7684\u95ee\u7b54\u673a\u5668\uff1f\u5b83\u4eec\u9700\u8981\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u7ef4\u62a4\u5bf9\u8bdd\u8bb0\u5fc6\u3001\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\uff0c\u8fd8\u8981\u5728\u591a\u667a\u80fd\u4f53\u73af\u5883\u4e2d\u534f\u4f5c\u3002\u7814\u7a76\u8005\u6307\u51fa\uff0c\u8fd9\u65f6\u5019\u5982\u679c\u8fd8\u628a"\u4e0a\u4e0b\u6587"\u7406\u89e3\u4e3a\u4e00\u4e2a\u7b80\u5355\u7684\u6587\u672cprompt\uff0c\u5c31\u50cf\u7528\u5c0f\u9a6c\u62c9\u5927\u8f66\u4e00\u6837\u529b\u4e0d\u4ece\u5fc3\u3002\u771f\u5b9e\u7684AI\u7cfb\u7edf\u9700\u8981\u5904\u7406\u7684\u662f\u4e00\u4e2a\u52a8\u6001\u3001\u7ed3\u6784\u5316\u7684\u4fe1\u606f\u751f\u6001\u7cfb\u7edf\uff0c\u5305\u542b\u77e5\u8bc6\u68c0\u7d22\u3001\u5de5\u5177\u8c03\u7528\u3001\u72b6\u6001\u7ba1\u7406\u7b49\u591a\u4e2a\u7ef4\u5ea6\u3002<\/p>\n

\u60f3\u8c61\u4e00\u4e0b\u60a8\u5728\u5f00\u53d1\u4e00\u4e2aAI\u5ba2\u670d\u7cfb\u7edf\uff1a\u5b83\u4e0d\u4ec5\u8981\u7406\u89e3\u7528\u6237\u95ee\u9898\uff0c\u8fd8\u8981\u67e5\u8be2\u4ea7\u54c1\u6570\u636e\u5e93\u3001\u8c03\u7528\u8ba2\u5355API\u3001\u8bb0\u4f4f\u5bf9\u8bdd\u5386\u53f2\uff0c\u751a\u81f3\u8981\u4e0e\u5176\u4ed6\u667a\u80fd\u4f53\u534f\u4f5c\u89e3\u51b3\u590d\u6742\u95ee\u9898\u3002\u8fd9\u79cd\u590d\u6742\u6027\u8fdc\u8d85\u4f20\u7edfprompt\u80fd\u5904\u7406\u7684\u8303\u56f4\uff0c\u6211\u4eec\u9700\u8981\u4e00\u5957\u5168\u65b0\u7684\u7406\u8bba\u6846\u67b6\u3002\u300a<\/strong>\u7b2c\u4e00\u6027\u539f\u7406\u7684Context Engineering\u5de5\u5177\u3001\u6307\u5357<\/strong><\/a>\u300b<\/strong><\/p>\n

\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6570\u5b66\u5b9a\u4e49<\/h2>\n

\u7814\u7a76\u8005\u4eec\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5f88\u6709\u8da3\u7684\u6570\u5b66\u5bf9\u6bd4\u3002\u4f20\u7edf\u63d0\u793a\u5de5\u7a0b\u53ef\u4ee5\u8868\u793a\u4e3aC = prompt\uff0c\u5c31\u662f\u4e00\u4e2a\u9759\u6001\u5b57\u7b26\u4e32\u3002\u4f46\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5219\u662fC = \ud835\udc9c(c\u2081, c\u2082, ..., c\u2099)\uff0c\u5176\u4e2d\ud835\udc9c\u662f\u52a8\u6001\u7ec4\u88c5\u51fd\u6570\uff0c\u5404\u4e2ac\u4ee3\u8868\u4e0d\u540c\u7684\u4fe1\u606f\u7ec4\u4ef6\u3002\u8fd9\u4e2a\u8f6c\u53d8\u542c\u8d77\u6765\u62bd\u8c61\uff0c\u4f46\u5176\u5b9e\u53cd\u6620\u4e86\u4e00\u4e2a\u6839\u672c\u53d8\u5316\uff1a\u6211\u4eec\u4ece\u624b\u5de5\u827a\u8f6c\u5411\u4e86\u5de5\u7a0b\u5b66\u3002<\/p>\n

!\"image-20250723134124430\"<\/p>\n

\u4e0a\u8868\u6e05\u6670\u5bf9\u6bd4\u4e86\u4f20\u7edf\u63d0\u793a\u5de5\u7a0b\u4e0e\u73b0\u4ee3\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6838\u5fc3\u5dee\u5f02\uff0c\u4ece\u6a21\u578b\u590d\u6742\u5ea6\u3001\u76ee\u6807\u5b9a\u4e49\u5230\u6269\u5c55\u6027\u548c\u9519\u8bef\u5206\u6790\u7b49\u591a\u4e2a\u7ef4\u5ea6\u5c55\u73b0\u4e86\u8fd9\u4e00\u8303\u5f0f\u8f6c\u53d8\u3002<\/em><\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u73b0\u4ee3AI\u7cfb\u7edf\u7684\u4e0a\u4e0b\u6587\u5305\u542b\u516d\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n

    \n
  1. \u7cfb\u7edf\u6307\u4ee4(c_instr)\u3001<\/li>\n
  2. \u5916\u90e8\u77e5\u8bc6(c_know)\u3001<\/li>\n
  3. \u5de5\u5177\u5b9a\u4e49(c_tools)\u3001<\/li>\n
  4. \u6301\u4e45\u8bb0\u5fc6(c_mem)\u3001<\/li>\n
  5. \u52a8\u6001\u72b6\u6001(c_state)<\/li>\n
  6. \u7528\u6237\u67e5\u8be2(c_query)\u3002<\/li>\n<\/ol>\n

    \u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u6709\u81ea\u5df1\u7684\u83b7\u53d6\u3001\u5904\u7406\u548c\u4f18\u5316\u7b56\u7565\uff0c\u800c\u7ec4\u88c5\u51fd\u6570\ud835\udc9c\u8d1f\u8d23\u5c06\u5b83\u4eec\u6709\u673a\u7ed3\u5408\u3002\u8fd9\u5c31\u50cf\u642d\u5efa\u4e00\u4e2a\u590d\u6742\u7684\u4fe1\u606f\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u3002<\/p>\n

    \u53cc\u5c42\u67b6\u6784\uff1a\u4ece\u57fa\u7840\u79ef\u6728\u5230\u667a\u80fd\u7cfb\u7edf<\/h2>\n

    \u7814\u7a76\u8005\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u975e\u5e38\u6709\u5c42\u6b21\u611f\u7684\u5206\u7c7b\u4f53\u7cfb\uff0c\u628a\u6574\u4e2a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u9886\u57df\u5206\u4e3a\u4e24\u4e2a\u5c42\u9762\uff1a\u57fa\u7840\u7ec4\u4ef6\u548c\u7cfb\u7edf\u5b9e\u73b0\u3002\u8fd9\u79cd\u5206\u5c42\u601d\u8def\u5176\u5b9e\u633a\u50cf\u8f6f\u4ef6\u67b6\u6784\u4e2d\u7684\u5206\u5c42\u8bbe\u8ba1\uff0c\u5e95\u5c42\u63d0\u4f9b\u57fa\u7840\u80fd\u529b\uff0c\u4e0a\u5c42\u6784\u5efa\u590d\u6742\u5e94\u7528\u3002\u6211\u89c9\u5f97\u8fd9\u4e2a\u6846\u67b6\u7279\u522b\u6709\u52a9\u4e8e\u6211\u4eec\u7406\u89e3\u6574\u4e2a\u9886\u57df\u7684\u6280\u672f\u8109\u7edc\u3002<\/p>\n

    \u7b2c\u4e00\u5c42\uff1a\u57fa\u7840\u7ec4\u4ef6 - \u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684"\u6280\u672f\u79ef\u6728"<\/h3>\n

    \u57fa\u7840\u7ec4\u4ef6\u5c31\u50cf\u662f\u4e50\u9ad8\u79ef\u6728\uff0c\u6bcf\u4e00\u5757\u90fd\u6709\u7279\u5b9a\u7684\u529f\u80fd\uff0c\u7ec4\u5408\u8d77\u6765\u5c31\u80fd\u6784\u5efa\u590d\u6742\u7684\u7ed3\u6784\u3002\u7814\u7a76\u8005\u8bc6\u522b\u51fa\u4e09\u4e2a\u6838\u5fc3\u9636\u6bb5\uff0c\u6784\u6210\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5b8c\u6574\u6d41\u6c34\u7ebf\uff1a\u4ece\u83b7\u53d6\u4fe1\u606f\uff0c\u5230\u5904\u7406\u4fe1\u606f\uff0c\u518d\u5230\u7ba1\u7406\u4fe1\u606f\u3002<\/p>\n

    \"image-20250723134445406\"<\/p>\n

    \u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5b8c\u6574\u5206\u7c7b\u4f53\u7cfb\uff1a\u57fa\u7840\u7ec4\u4ef6\u5305\u62ec\u4e0a\u4e0b\u6587\u68c0\u7d22\u751f\u6210<\/strong>\u3001\u5904\u7406<\/strong>\u548c\u7ba1\u7406<\/strong>\u4e09\u4e2a\u9636\u6bb5\uff0c\u7cfb\u7edf\u5b9e\u73b0\u6db5\u76d6RAG\u3001\u8bb0\u5fc6\u7cfb\u7edf\u3001\u5de5\u5177\u96c6\u6210\u548c\u591a\u667a\u80fd\u4f53\u56db\u5927\u65b9\u5411\u3002<\/em><\/p>\n

    \u4e0a\u4e0b\u6587\u68c0\u7d22\u4e0e\u751f\u6210 (Context Retrieval and Generation)<\/strong><\/h4>\n

    \u8fd9\u662f\u6574\u4e2a\u6d41\u7a0b\u7684\u8d77\u70b9\uff0c\u8d1f\u8d23"\u627e\u5230"\u548c"\u751f\u6210"\u5408\u9002\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u60a8\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u667a\u80fd\u7684\u4fe1\u606f\u6536\u96c6\u5458\uff0c\u65e2\u8981\u77e5\u9053\u4ece\u54ea\u91cc\u627e\u4fe1\u606f\uff0c\u4e5f\u8981\u77e5\u9053\u5982\u4f55\u521b\u9020\u5408\u9002\u7684\u4fe1\u606f\u3002\u8fd9\u4e2a\u9636\u6bb5\u5305\u542b\u4e09\u4e2a\u5173\u952e\u6280\u672f\u5206\u652f\uff1a<\/p>\n

    \u63d0\u793a\u5de5\u7a0b\u4e0e\u4e0a\u4e0b\u6587\u751f\u6210<\/em>\uff1a\u5305\u62ec\u601d\u7ef4\u94fe\u63a8\u7406\uff08Chain-of-Thought\uff0cCoT\uff09\u3001\u601d\u7ef4\u6811\uff08Tree-of-Thoughts\uff0cToT\uff09\u3001\u56fe\u601d\u7ef4\uff08Graph-of-Thoughts\uff0cGoT\uff09\u7b49\u9ad8\u7ea7\u63a8\u7406\u6280\u672f\uff0c\u8fd8\u6709\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u5b66\u4e60\u8303\u5f0f\uff0c\u4ee5\u53ca\u8ba4\u77e5\u67b6\u6784\u96c6\u6210\u7b49\u65b9\u6cd5\u3002<\/p>\n

    \u611f\u5174\u8da3\u60a8\u53ef\u4ee5\u770b\u4e0b\u8fd9\u7bc7\u300a<\/strong>\u9632\u9a97| \u8fde\u8fd9\u4e9b\u5f15\u7528\u91cf\u6700\u9ad8\u7684\u6838\u5fc3Prompt\u90fd\u4e0d\u77e5\u9053\uff0c\u8fd8\u6562\u6253\u7740\u4e13\u5bb6\u5927\u5e08\u65d7\u53f7\u8499\u4eba<\/strong><\/a>\u300b\u548c\u300a<\/strong>14\u79cd\u4e3b\u6d41Prompt\u6280\u672f\uff0c\u9876\u7ea7\u56e2\u961f2000\u6b21\u5b9e\u9a8c\uff0c\u53ea\u6709\u8fd9\u51e0\u79cd\u771f\u80fd\u6253<\/strong><\/a>\u300b<\/strong><\/p>\n

    \u5916\u90e8\u77e5\u8bc6\u68c0\u7d22<\/em>\uff1a\u6db5\u76d6\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u57fa\u7840\u6280\u672f\u3001\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210\uff08\u5982KAPING\u6846\u67b6\uff09\u3001\u7ed3\u6784\u5316\u68c0\u7d22\u65b9\u6cd5\uff0c\u4ee5\u53ca\u667a\u80fd\u4f53\u548c\u6a21\u5757\u5316\u68c0\u7d22\u7cfb\u7edf\u7b49\u524d\u6cbf\u65b9\u5411\u3002<\/p>\n

    \u52a8\u6001\u4e0a\u4e0b\u6587\u7ec4\u88c5<\/em>\uff1a\u5305\u62ec\u7ec4\u88c5\u51fd\u6570\u548c\u7f16\u6392\u673a\u5236\u3001\u591a\u7ec4\u4ef6\u96c6\u6210\u7b56\u7565\uff0c\u4ee5\u53ca\u81ea\u52a8\u5316\u7ec4\u88c5\u4f18\u5316\u6280\u672f\uff0c\u8ba9\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f\u80fd\u591f\u667a\u80fd\u5730\u7ec4\u5408\u8d77\u6765\u3002<\/p>\n

    \u4e0a\u4e0b\u6587\u5904\u7406 (Context Processing)<\/strong><\/h4>\n

    \u62ff\u5230\u4fe1\u606f\u540e\u5c31\u8981\u52a0\u5de5\u5904\u7406\uff0c\u8fd9\u5c31\u50cf\u662f\u4e00\u4e2a\u667a\u80fd\u7684\u4fe1\u606f\u52a0\u5de5\u5382\u3002\u73b0\u4ee3AI\u7cfb\u7edf\u8981\u5904\u7406\u7684\u4fe1\u606f\u8d8a\u6765\u8d8a\u590d\u6742\uff1a\u53ef\u80fd\u662f\u767e\u4e07token\u7684\u8d85\u957f\u6587\u6863\uff0c\u53ef\u80fd\u5305\u542b\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u5185\u5bb9\uff0c\u8fd8\u53ef\u80fd\u6d89\u53ca\u590d\u6742\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002\u8fd9\u4e2a\u9636\u6bb5\u5305\u542b\u56db\u4e2a\u6838\u5fc3\u6280\u672f\u65b9\u5411\uff1a<\/p>\n

    \u957f\u4e0a\u4e0b\u6587\u5904\u7406<\/em><\/strong>\uff1a\u5305\u62ec\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08\u5982Mamba\uff09\u3001\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u3001\u4f4d\u7f6e\u63d2\u503c\u6280\u672f\uff08\u5982YaRN\u3001LongRoPE\uff09\u3001FlashAttention\u7b49\u5185\u5b58\u4f18\u5316\u65b9\u6cd5\uff0c\u4ee5\u53caStreamingLLM\u7b49\u6d41\u5f0f\u5904\u7406\u6280\u672f\u3002<\/p>\n

    \u4e0a\u4e0b\u6587\u81ea\u6211\u7ec6\u5316\u4e0e\u9002\u5e94<\/em><\/strong>\uff1a\u6db5\u76d6Self-Refine\u3001Reflexion\u3001N-CRITICS\u7b49\u81ea\u6211\u6539\u8fdb\u6846\u67b6\uff0c\u8fd8\u6709\u591a\u65b9\u9762\u53cd\u9988\u673a\u5236\u3001\u5143\u5b66\u4e60\u8303\u5f0f\uff0c\u4ee5\u53ca\u957f\u94fe\u5f0f\u601d\u7ef4\uff08Long Chain-of-Thought\uff09\u7b49\u9ad8\u7ea7\u63a8\u7406\u65b9\u6cd5\u3002<\/p>\n

    \u591a\u6a21\u6001\u4e0a\u4e0b\u6587<\/em><\/strong>\uff1a\u5305\u62ec\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u96c6\u6210\u3001\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u673a\u5236\u3001\u591a\u6a21\u6001\u5bf9\u9f50\u6280\u672f\uff0c\u4ee5\u53ca\u89c6\u9891\u7406\u89e3\u3001\u97f3\u9891\u5904\u7406\u7b49\u4e13\u95e8\u6280\u672f\u3002<\/p>\n

    \u5173\u7cfb\u548c\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587<\/em><\/strong>\uff1a\u6db5\u76d6\u77e5\u8bc6\u56fe\u8c31\u5d4c\u5165\u3001\u56fe\u795e\u7ecf\u7f51\u7edc\u96c6\u6210\u3001\u7ed3\u6784\u5316\u6570\u636e\u8868\u793a\u65b9\u6cd5\uff0c\u4ee5\u53ca\u6587\u672c\u5316\u7f16\u7801\u548c\u7a0b\u5e8f\u5316\u8868\u793a\u7b49\u521b\u65b0\u65b9\u6cd5\u3002<\/p>\n

    \u4e0a\u4e0b\u6587\u7ba1\u7406 (Context Management)<\/strong><\/h4>\n

    \u8fd9\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u4f46\u53ef\u80fd\u6700\u91cd\u8981\u7684\u73af\u8282\uff0c\u8d1f\u8d23\u9ad8\u6548\u5730\u5b58\u50a8\u3001\u7ec4\u7ec7\u548c\u68c0\u7d22\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u5c31\u50cf\u4e00\u4e2a\u667a\u80fd\u7684\u56fe\u4e66\u7ba1\u7406\u5458\uff0c\u8981\u5728\u6709\u9650\u7684\u7a7a\u95f4\u91cc\u5b58\u50a8\u5927\u91cf\u4fe1\u606f\uff0c\u8fd8\u8981\u80fd\u5feb\u901f\u627e\u5230\u9700\u8981\u7684\u5185\u5bb9\u3002\u8fd9\u4e2a\u9636\u6bb5\u5305\u542b\u4e09\u4e2a\u5173\u952e\u6280\u672f\u9886\u57df\uff1a<\/p>\n

    \u57fa\u7840\u7ea6\u675f\u5904\u7406<\/em><\/strong>\uff1a\u5305\u62ec"\u4e2d\u95f4\u9057\u5931"\u73b0\u8c61\u7684\u89e3\u51b3\u65b9\u6848\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f18\u5316\u6280\u672f\u3001\u8ba1\u7b97\u590d\u6742\u5ea6\u7ba1\u7406\uff0c\u4ee5\u53ca\u4f4d\u7f6e\u504f\u5dee\u7f13\u89e3\u65b9\u6cd5\u3002<\/p>\n

    \u8bb0\u5fc6\u5c42\u6b21\u7ed3\u6784\u4e0e\u5b58\u50a8\u67b6\u6784<\/em><\/strong>\uff1a\u6db5\u76d6MemGPT\u7b49\u64cd\u4f5c\u7cfb\u7edf\u542f\u53d1\u7684\u8bb0\u5fc6\u7ba1\u7406\u3001MemoryBank\u7b49\u52a8\u6001\u8bb0\u5fc6\u7ec4\u7ec7\u7cfb\u7edf\u3001\u5206\u5c42\u7f13\u5b58\u673a\u5236\uff0c\u4ee5\u53ca\u8ba4\u77e5\u542f\u53d1\u7684\u8bb0\u5fc6\u67b6\u6784\u3002<\/p>\n

    \u4e0a\u4e0b\u6587\u538b\u7f29\u6280\u672f<\/em><\/strong>\uff1a\u5305\u62ec\u4e0a\u4e0b\u6587\u81ea\u7f16\u7801\u5668\uff08ICAE\uff09\u3001\u9012\u5f52\u4e0a\u4e0b\u6587\u538b\u7f29\uff08RCC\uff09\u3001Activation Refilling\uff08ACRE\uff09\u7b49\u7f13\u5b58\u4f18\u5316\u6280\u672f\uff0c\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u5206\u5e03\u5f0f\u5904\u7406\u65b9\u6cd5\u3002<\/p>\n

    \u7b2c\u4e8c\u5c42\uff1a\u7cfb\u7edf\u5b9e\u73b0 - \u667a\u80fd\u5e94\u7528\u7684\u56db\u5927\u652f\u67f1<\/h3>\n

    \u6709\u4e86\u57fa\u7840\u7ec4\u4ef6\u8fd9\u4e9b\u79ef\u6728\uff0c\u5c31\u53ef\u4ee5\u642d\u5efa\u771f\u6b63\u7684\u667a\u80fd\u7cfb\u7edf\u4e86\u3002\u7814\u7a76\u8005\u91cd\u70b9\u5206\u6790\u4e86\u56db\u79cd\u6700\u91cd\u8981\u7684\u7cfb\u7edf\u5b9e\u73b0\uff0c\u5b83\u4eec\u57fa\u672c\u6db5\u76d6\u4e86\u5f53\u524dAI\u4ea7\u54c1\u7684\u4e3b\u8981\u5e94\u7528\u573a\u666f\u3002<\/p>\n

    \u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) - \u8ba9AI\u62e5\u6709\u5b9e\u65f6\u77e5\u8bc6<\/strong><\/h4>\n

    RAG\u53ef\u80fd\u662f\u5927\u5bb6\u6700\u719f\u6089\u7684\u5e94\u7528\u4e86\uff0c\u4f46\u8bba\u6587\u663e\u793a\u5b83\u6b63\u5728\u5feb\u901f\u8fdb\u5316\u3002\u73b0\u5728\u7684RAG\u4e0d\u518d\u662f\u7b80\u5355\u7684"\u68c0\u7d22+\u751f\u6210"\uff0c\u800c\u662f\u53d1\u5c55\u51fa\u4e86\u4e09\u79cd\u9ad8\u7ea7\u5f62\u6001\uff1a<\/p>\n

    \"image-20250723135045191\"<\/p>\n

    \u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\u7684\u6f14\u8fdb\uff1a\u4ece\u4f20\u7edfRAG\u5230\u6a21\u5757\u5316RAG\u3001\u667a\u80fd\u4f53RAG\u548c\u56fe\u589e\u5f3aRAG\u7684\u6280\u672f\u53d1\u5c55\u8def\u5f84\u3002<\/em><\/p>\n

    \u6a21\u5757\u5316RAG\u67b6\u6784<\/em><\/strong>\uff1a\u5305\u62ecFlashRAG\u5de5\u5177\u5305\u3001KRAGEN\u751f\u7269\u533b\u5b66\u6846\u67b6\u3001ComposeRAG\u7ec4\u5408\u5f0f\u67b6\u6784\u7b49\uff0c\u652f\u6301\u7075\u6d3b\u7684\u7ec4\u4ef6\u7ec4\u5408\u548c\u72ec\u7acb\u4f18\u5316\uff0c\u5c31\u50cf\u642d\u79ef\u6728\u4e00\u6837\u7ec4\u5408\u4e0d\u540c\u7684\u68c0\u7d22\u548c\u751f\u6210\u7ec4\u4ef6\u3002\u611f\u5174\u8da3\u60a8\u53ef\u4ee5\u770b\u4e0b\u8fd9\u7bc7\u300a<\/strong>1.6\u4e07\u5b57Rankify\u5b8c\u5168\u6307\u5357\uff1a\u4e09\u884c\u4ee3\u7801\u641e\u5b9aRAG\uff0c24\u79cd\u91cd\u6392\u5e8f\u65b9\u6cd5\u4efb\u4f60\u9009 | \u5168\u7f51\u6700\u8be6\u7ec6\u3002<\/strong><\/a>\u300b<\/strong><\/p>\n

    \u667a\u80fd\u4f53RAG\u7cfb\u7edf<\/em><\/strong>\uff1a\u6db5\u76d6PlanRAG\u89c4\u5212\u5f0f\u68c0\u7d22\u3001\u81ea\u53cd\u601dRAG\uff08Self-RAG\uff09\u3001CDF-RAG\u95ed\u73af\u5904\u7406\u7b49\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u68c0\u7d22\u7b56\u7565\uff0c\u50cf\u4e00\u4e2a\u4f1a\u601d\u8003\u7684\u7814\u7a76\u5458\u4e00\u6837\u5de5\u4f5c\u3002<\/p>\n

    \u56fe\u589e\u5f3aRAG<\/em><\/strong>\uff1a\u5305\u62ecGraphRAG\u5206\u5c42\u7d22\u5f15\u3001LightRAG\u53cc\u5c42\u68c0\u7d22\u3001HippoRAG\u4e2a\u6027\u5316PageRank\u7b49\u6280\u672f\uff0c\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u66f4\u7cbe\u786e\u7684\u5173\u7cfb\u63a8\u7406\u548c\u591a\u8df3\u63a8\u7406\u80fd\u529b\u3002\u60f3\u8c61\u60a8\u5728\u5f00\u53d1\u4e00\u4e2a\u533b\u7597\u8bca\u65ad\u52a9\u624b\uff0c\u4f20\u7edfRAG\u53ea\u80fd\u6839\u636e\u75c7\u72b6\u5173\u952e\u8bcd\u627e\u5230\u76f8\u5173\u8d44\u6599\uff0c\u4f46\u65b0\u4e00\u4ee3\u7cfb\u7edf\u80fd\u7406\u89e3\u75be\u75c5\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u89c4\u5212\u591a\u6b65\u68c0\u7d22\u8def\u5f84\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u6709\u7528\u5230Graphiti\u300a<\/strong>\u52a8\u6001\u6570\u636e\u592a\u6298\u78e8\u4eba\uff01\u9759\u6001RAG\u641e\u4e0d\u5b9a\uff0c\u5c31\u8bd5\u4e0bZEP\uff0c\u8ba9Agent\u8c03\u7528\u5b9e\u65f6\u77e5\u8bc6\u56fe\u8c31\u3002<\/strong><\/a>\u300b<\/strong><\/p>\n

    \u8bb0\u5fc6\u7cfb\u7edf - \u8ba9AI\u62e5\u6709\u8ba4\u77e5\u8fde\u7eed\u6027<\/strong><\/h4>\n

    \u8fd9\u53ef\u80fd\u662f\u6700\u6709\u610f\u601d\u7684\u65b9\u5411\uff0c\u7814\u7a76\u8005\u8bd5\u56fe\u7ed9AI\u5efa\u7acb\u7c7b\u4f3c\u4eba\u8111\u7684\u8bb0\u5fc6\u673a\u5236\u3002\u8bb0\u5fc6\u7cfb\u7edf\u5305\u542b\u4e09\u4e2a\u5c42\u9762\uff1a<\/p>\n

    \"image-20250723135121334\"<\/p>\n

    \u8bb0\u5fc6\u7cfb\u7edf\u7684\u67b6\u6784\u8bbe\u8ba1\uff1a\u6db5\u76d6\u8bb0\u5fc6\u67b6\u6784\u3001\u8bb0\u5fc6\u589e\u5f3a\u667a\u80fd\u4f53\u548c\u8bc4\u4f30\u6311\u6218\u4e09\u4e2a\u6838\u5fc3\u7ef4\u5ea6\uff0c\u5b9e\u73b0AI\u7684\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\u3002<\/em><\/p>\n

    \u8bb0\u5fc6\u67b6\u6784<\/em><\/strong>\uff1a\u5305\u62ec\u77ed\u671f\u8bb0\u5fc6\uff08\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u952e\u503c\u7f13\u5b58\uff09\u3001\u957f\u671f\u8bb0\u5fc6\uff08\u5916\u90e8\u5b58\u50a8\u3001\u53c2\u6570\u8bb0\u5fc6\uff09\u3001\u5206\u5c42\u8bb0\u5fc6\u7cfb\u7edf\u7b49\u57fa\u7840\u67b6\u6784\uff0c\u4ee5\u53caMemOS\u7b49\u7ed3\u6784\u5316\u8bb0\u5fc6\u6846\u67b6\u3002<\/p>\n

    \u8bb0\u5fc6\u589e\u5f3a\u667a\u80fd\u4f53<\/em><\/strong>\uff1a\u6db5\u76d6Charlie Mnemonic\u3001RecMind\u63a8\u8350\u7cfb\u7edf\u3001Voyager\u81ea\u4e3b\u667a\u80fd\u4f53\u7b49\u5b9e\u9645\u5e94\u7528\uff0c\u8fd8\u6709REMEMBERER\u7ecf\u9a8c\u8bb0\u5fc6\u3001\u53cd\u601d\u8bb0\u5fc6\u7ba1\u7406\u7b49\u5b66\u4e60\u673a\u5236\u3002<\/p>\n

    \u8bc4\u4f30\u4e0e\u6311\u6218<\/em><\/strong>\uff1a\u5305\u62ecLongMemEval\u57fa\u51c6\u6d4b\u8bd5\u3001MADail-Bench\u5bf9\u8bdd\u8bc4\u4f30\u3001episodic memory\u8bc4\u4f30\u7b49\u4e13\u95e8\u8bc4\u4f30\u6846\u67b6\uff0c\u4ee5\u53ca\u8bb0\u5fc6\u4e00\u81f4\u6027\u3001\u65f6\u95f4\u63a8\u7406\u7b49\u6280\u672f\u6311\u6218\u3002\u5173\u952e\u662f\u8981\u89e3\u51b3\u9057\u5fd8\u548c\u8bb0\u5fc6\u7684\u5e73\u8861\u95ee\u9898\uff1a\u65e2\u8981\u8bb0\u4f4f\u91cd\u8981\u4fe1\u606f\uff0c\u53c8\u8981\u907f\u514d\u4fe1\u606f\u8fc7\u8f7d\u3002<\/p>\n

    \"image-20250723135150416\"<\/p>\n

    \u4e0d\u540c\u8bb0\u5fc6\u7cfb\u7edf\u7684\u5b9e\u73b0\u6a21\u5f0f\u5bf9\u6bd4\uff1a\u4ece\u6838\u5fc3\u8bb0\u5fc6\u7cfb\u7edf\u5230\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u518d\u5230\u9ad8\u7ea7\u8bb0\u5fc6\u67b6\u6784\u7684\u6280\u672f\u6f14\u8fdb\u3002<\/em><\/p>\n

    \u5de5\u5177\u96c6\u6210\u63a8\u7406 - \u8ba9AI\u6210\u4e3a\u884c\u52a8\u8005<\/strong><\/h4>\n

    \u8fd9\u662f\u4ece"\u6587\u672c\u751f\u6210\u5668"\u5411"\u4e16\u754c\u4ea4\u4e92\u8005"\u7684\u91cd\u8981\u8f6c\u53d8\u3002\u5de5\u5177\u96c6\u6210\u63a8\u7406\u8ba9AI\u4e0d\u518d\u6ee1\u8db3\u4e8e\u751f\u6210\u6587\u672c\uff0c\u800c\u662f\u80fd\u591f\u8c03\u7528\u5916\u90e8\u5de5\u5177\u6267\u884c\u5177\u4f53\u4efb\u52a1\u3002\u5305\u542b\u4e09\u4e2a\u6838\u5fc3\u80fd\u529b\uff1a<\/p>\n

    \"image-20250723135209437\"<\/p>\n

    \u5de5\u5177\u589e\u5f3a\u7cfb\u7edf\u7684\u53d1\u5c55\u5386\u7a0b\uff1a\u4ece\u57fa\u7840\u7684\u6587\u672c\u751f\u6210\u5668\u6f14\u8fdb\u4e3a\u5177\u5907\u590d\u6742\u5de5\u5177\u8c03\u7528\u548c\u73af\u5883\u4ea4\u4e92\u80fd\u529b\u7684\u667a\u80fd\u4f53\u3002<\/em><\/p>\n

    \u51fd\u6570\u8c03\u7528\u673a\u5236<\/em><\/strong>\uff1a\u5305\u62ecToolformer\u81ea\u76d1\u7763\u5b66\u4e60\u3001ReAct\u601d\u7ef4-\u884c\u52a8\u5faa\u73af\u3001ToolLLM\u5927\u89c4\u6a21\u5de5\u5177\u5b66\u4e60\u7b49\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ee5\u53cafine-tuning\u548cprompt engineering\u4e24\u79cd\u4e3b\u8981\u5b9e\u73b0\u9014\u5f84\u3002\u300a\u51fd\u6570\u8c03\u7528\u63d0\u793a\u8bcd\u548b\u5199\uff0c\u770b\u4e0bOpenAI\u53d1\u5e03\u7684Function Calling\u6307\u5357\uff08\u4e07\u5b57\u542b\u793a\u4f8b\uff09\uff5c\u6700\u65b0<\/strong><\/a>\u300b<\/strong><\/p>\n

    \u5de5\u5177\u96c6\u6210\u63a8\u7406<\/em><\/strong>\uff1a\u6db5\u76d6Program-Aided Language Models\uff08PAL\uff09\u3001ToRA\u6570\u5b66\u63a8\u7406\u3001Chain-of-Code\u4ee3\u7801\u751f\u6210\u7b49\u63a8\u7406\u6846\u67b6\uff0c\u8fd8\u6709\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u7684\u5de5\u5177\u4f7f\u7528\u7b56\u7565\u3002<\/p>\n

    \u667a\u80fd\u4f53-\u73af\u5883\u4ea4\u4e92<\/em><\/strong>\uff1a\u5305\u62ecSearch-R1\u52a8\u6001\u641c\u7d22\u3001VisTA\u89c6\u89c9\u5de5\u5177\u9009\u62e9\u3001ReVeal\u81ea\u8fdb\u5316\u4ee3\u7801\u667a\u80fd\u4f53\u7b49\u9ad8\u7ea7\u4ea4\u4e92\u7cfb\u7edf\uff0c\u4ee5\u53caMCP-RADAR\u3001GTA\u7b49\u8bc4\u4f30\u6846\u67b6\u3002\u5982\u4f55\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u667a\u80fd\u5730\u9009\u62e9\u548c\u4f7f\u7528\u5de5\u5177\uff0c\u5982\u4f55\u5728\u590d\u6742\u73af\u5883\u4e2d\u6301\u7eed\u884c\u52a8\u548c\u5b66\u4e60\uff0c\u8fd9\u4e9b\u90fd\u662f\u8fd9\u4e2a\u9886\u57df\u7684\u6838\u5fc3\u6311\u6218\u3002<\/p>\n

    \"image-20250723135349595\"<\/p>\n

    \u4e0d\u540c\u5de5\u5177\u589e\u5f3a\u67b6\u6784\u7684\u80fd\u529b\u8303\u56f4\u5bf9\u6bd4\uff1a\u5c55\u793a\u4e86\u5404\u79cd\u65b9\u6cd5\u5728\u641c\u7d22\u68c0\u7d22\u3001\u8ba1\u7b97\u6267\u884c\u3001\u77e5\u8bc6\u95ee\u7b54\u7b49\u516b\u4e2a\u5de5\u5177\u7c7b\u522b\u4e0a\u7684\u8986\u76d6\u60c5\u51b5\u3002<\/em><\/p>\n

    \u591a\u667a\u80fd\u4f53\u7cfb\u7edf - \u5206\u5e03\u5f0fAI\u667a\u80fd\u7684\u5d1b\u8d77<\/strong><\/h4>\n

    \u8fd9\u4ee3\u8868\u4e86AI\u53d1\u5c55\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\uff1a\u590d\u6742\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u591a\u4e2a\u4e13\u4e1a\u5316\u667a\u80fd\u4f53\u534f\u4f5c\u5b8c\u6210\u3002\u7814\u7a76\u8005\u91cd\u70b9\u5206\u6790\u4e86\u4e09\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n

    \"image-20250723135416687\"<\/p>\n

    \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u534f\u4f5c\u67b6\u6784\uff1a\u901a\u4fe1\u534f\u8bae\u3001\u7f16\u6392\u673a\u5236\u548c\u534f\u8c03\u7b56\u7565\u6784\u6210\u4e86\u73b0\u4ee3\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6838\u5fc3\u6280\u672f\u6808\u3002<\/em><\/p>\n

    \u901a\u4fe1\u534f\u8bae<\/em><\/strong>\uff1a\u5305\u62ec\u4f20\u7edf\u7684KQML\u548cFIPA ACL\u6807\u51c6\uff0c\u4ee5\u53ca\u73b0\u4ee3\u7684MCP\uff08"AI\u7684USB-C"\uff09\u3001A2A\uff08Agent-to-Agent\uff09\u3001ACP\uff08Agent Communication Protocol\uff09\u3001ANP\uff08Agent Network Protocol\uff09\u7b49\u65b0\u5174\u534f\u8bae\u6807\u51c6\u3002<\/p>\n

    \u7f16\u6392\u673a\u5236<\/em><\/strong>\uff1a\u6db5\u76d6AutoGen\u52a8\u6001\u54cd\u5e94\u751f\u6210\u3001CAMEL\u96c6\u6210\u7f16\u6392\u3001CrewAI\u9002\u5e94\u6027\u6846\u67b6\u7b49\u7f16\u6392\u7cfb\u7edf\uff0c\u4ee5\u53ca\u5148\u9a8c\u7f16\u6392\u548c\u540e\u9a8c\u7f16\u6392\u7b49\u4e0d\u540c\u7b56\u7565\u3002<\/p>\n

    \u534f\u8c03\u7b56\u7565<\/em><\/strong>\uff1a\u5305\u62ecSagaLLM\u4e8b\u52a1\u652f\u6301\u6846\u67b6\u3001\u5206\u5e03\u5f0f\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5bb9\u9519\u673a\u5236\u7b49\u6280\u672f\uff0c\u4ee5\u53ca\u96c6\u4e2d\u5f0fvs\u5206\u6563\u5f0f\u3001\u5c42\u6b21\u5316vs\u6241\u5e73\u5316\u7b49\u4e0d\u540c\u7684\u534f\u8c03\u6a21\u5f0f\u3002\u60f3\u8c61\u4e00\u4e2a\u8f6f\u4ef6\u5f00\u53d1\u9879\u76ee\uff1a\u9700\u6c42\u5206\u6790\u667a\u80fd\u4f53\u3001\u67b6\u6784\u8bbe\u8ba1\u667a\u80fd\u4f53\u3001\u4ee3\u7801\u751f\u6210\u667a\u80fd\u4f53\u548c\u6d4b\u8bd5\u667a\u80fd\u4f53\u9700\u8981\u65e0\u7f1d\u534f\u4f5c\uff0c\u8fd9\u5c31\u9700\u8981\u6807\u51c6\u5316\u7684\u534f\u8bae\u548c\u667a\u80fd\u7684\u534f\u8c03\u673a\u5236\u3002<\/p>\n

    \u5173\u952e\u6280\u672f\u6d1e\u5bdf\uff1a\u7406\u89e3-\u751f\u6210\u4e0d\u5bf9\u79f0<\/h2>\n

    \u8fd9\u91cc\u6709\u4e2a\u5f88\u6709\u610f\u601d\u7684\u53d1\u73b0\uff1a\u7814\u7a76\u8005\u6307\u51fa\u73b0\u5728\u7684\u5927\u6a21\u578b\u5b58\u5728\u4e25\u91cd\u7684"\u7406\u89e3-\u751f\u6210\u4e0d\u5bf9\u79f0"\u95ee\u9898\u3002\u7b80\u5355\u8bf4\u5c31\u662f\uff0c\u6a21\u578b\u7406\u89e3\u590d\u6742\u4fe1\u606f\u7684\u80fd\u529b\u5f88\u5f3a\uff0c\u4f46\u751f\u6210\u540c\u7b49\u590d\u6742\u5185\u5bb9\u7684\u80fd\u529b\u5374\u660e\u663e\u4e0d\u8db3\u3002\u60a8\u53ef\u80fd\u4e5f\u9047\u5230\u8fc7\u8fd9\u79cd\u60c5\u51b5\uff1a\u7ed9AI\u4e00\u4efd\u590d\u6742\u7684\u6280\u672f\u6587\u6863\uff0c\u5b83\u80fd\u51c6\u786e\u7406\u89e3\u5e76\u56de\u7b54\u95ee\u9898\uff0c\u4f46\u8ba9\u5b83\u5199\u4e00\u4efd\u540c\u7b49\u8d28\u91cf\u7684\u6587\u6863\u5c31\u5f88\u56f0\u96be\u3002<\/p>\n

    \"image-20250723135439200\"<\/p>\n

    \u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5b8c\u6574\u6280\u672f\u5206\u7c7b\u6846\u67b6\uff1a\u5c55\u793a\u4e86\u4ece\u57fa\u7840\u7ec4\u4ef6\u5230\u7cfb\u7edf\u5b9e\u73b0\u3001\u8bc4\u4f30\u65b9\u6cd5\u4ee5\u53ca\u672a\u6765\u53d1\u5c55\u65b9\u5411\u7684\u5168\u666f\u56fe\u3002<\/em><\/p>\n

    \u8fd9\u4e2a\u95ee\u9898\u4e0d\u662f\u5c0f\u6bdb\u75c5\uff0c\u800c\u662f\u5236\u7ea6AI\u4ea7\u54c1\u53d1\u5c55\u7684\u6838\u5fc3\u74f6\u9888\u3002\u7814\u7a76\u8005\u8ba4\u4e3a\u8fd9\u53ef\u80fd\u6e90\u4e8e\u67b6\u6784\u9650\u5236\u3001\u8bad\u7ec3\u65b9\u6cd5\u6216\u8005\u8ba1\u7b97\u8fb9\u754c\uff0c\u9700\u8981\u5728\u672a\u6765\u7684\u7814\u7a76\u4e2d\u91cd\u70b9\u7a81\u7834\u3002<\/p>\n

    \u6280\u672f\u521b\u65b0\u7684\u4e09\u4e2a\u65b9\u5411<\/h2>\n

    \u7814\u7a76\u8005\u6307\u51fa\u4e86\u51e0\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u6280\u672f\u65b9\u5411\u3002\u65b0\u4e00\u4ee3\u67b6\u6784\u65b9\u9762\uff0c\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08\u6bd4\u5982Mamba\uff09\u663e\u793a\u51fa\u7ebf\u6027\u6269\u5c55\u7684\u6f5c\u529b\uff0c\u53ef\u80fd\u7a81\u7834transformer\u7684\u4e8c\u6b21\u590d\u6742\u5ea6\u9650\u5236\u3002\u9ad8\u7ea7\u63a8\u7406\u65b9\u9762\uff0c\u4ece\u94fe\u5f0f\u601d\u7ef4\u5230\u601d\u7ef4\u6811\u7684\u6f14\u8fdb\u5c55\u73b0\u4e86AI\u63a8\u7406\u80fd\u529b\u7684\u5de8\u5927\u6f5c\u529b\u3002\u667a\u80fd\u5316\u7ec4\u88c5\u65b9\u9762\uff0c\u81ea\u52a8\u5316\u7684\u4e0a\u4e0b\u6587\u4f18\u5316\u7b97\u6cd5\u6b63\u5728\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n

    \u8fd9\u4e9b\u6280\u672f\u521b\u65b0\u4e0d\u662f\u5b64\u7acb\u7684\uff0c\u800c\u662f\u76f8\u4e92\u4fc3\u8fdb\u7684\u3002\u6bd4\u5982\uff0c\u66f4\u9ad8\u6548\u7684\u67b6\u6784\u4e3a\u590d\u6742\u63a8\u7406\u63d0\u4f9b\u4e86\u8ba1\u7b97\u57fa\u7840\uff0c\u800c\u667a\u80fd\u5316\u7ec4\u88c5\u53c8\u80fd\u66f4\u597d\u5730\u5229\u7528\u63a8\u7406\u80fd\u529b\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005\uff0c\u60a8\u9700\u8981\u5173\u6ce8\u8fd9\u4e9b\u6280\u672f\u7684\u6210\u719f\u5ea6\u548c\u4e92\u64cd\u4f5c\u6027\uff0c\u9009\u62e9\u5408\u9002\u7684\u6280\u672f\u6808\u6765\u6784\u5efa\u81ea\u5df1\u7684\u4ea7\u54c1\u3002<\/p>\n

    \"image-20250723135604971\"<\/p>\n

    \u4e0d\u540c\u957f\u94fe\u63a8\u7406\u65b9\u6cd5\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u5bf9\u6bd4\uff1a\u4eceO1-Pruner\u5230PREMISE\u7b49\u65b9\u6cd5\u5728\u5904\u7406\u590d\u6742\u63a8\u7406\u4efb\u52a1\u65f6\u7684\u6027\u80fd\u7279\u5f81\u3002<\/em><\/p>\n

    \u8bc4\u4f30\u6311\u6218\uff1a\u5982\u4f55\u6d4b\u91cf\u590d\u6742\u7cfb\u7edf\u7684\u6027\u80fd<\/h2>\n

    \u8bc4\u4f30\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7cfb\u7edf\u662f\u4e2a\u5927\u96be\u9898\u3002\u4f20\u7edf\u7684BLEU\u3001ROUGE\u8fd9\u4e9b\u6307\u6807\u663e\u7136\u4e0d\u591f\u7528\u4e86\uff0c\u6211\u4eec\u9700\u8981\u80fd\u591f\u8bc4\u4f30\u63a8\u7406\u8d28\u91cf\u3001\u5de5\u5177\u4f7f\u7528\u6548\u7387\u3001\u8bb0\u5fc6\u4e00\u81f4\u6027\u548c\u534f\u4f5c\u80fd\u529b\u7684\u65b0\u65b9\u6cd5\u3002\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u7ec4\u4ef6\u7ea7\u8bc4\u4f30\u548c\u7cfb\u7edf\u7ea7\u8bc4\u4f30\u7684\u53cc\u91cd\u6846\u67b6\uff0c\u4f46\u5b9e\u9645\u5e94\u7528\u4e2d\u4ecd\u7136\u9762\u4e34\u5f88\u591a\u6311\u6218\u3002<\/p>\n

    \u6bd4\u5982\u8bf4\uff0c\u600e\u4e48\u8bc4\u4f30\u4e00\u4e2aAI\u667a\u80fd\u4f53\u7684"\u521b\u9020\u529b"\uff1f\u600e\u4e48\u8861\u91cf\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684"\u534f\u4f5c\u6548\u7387"\uff1f\u600e\u4e48\u6d4b\u8bd5\u957f\u671f\u8bb0\u5fc6\u7684"\u53ef\u9760\u6027"\uff1f\u8fd9\u4e9b\u95ee\u9898\u6ca1\u6709\u6807\u51c6\u7b54\u6848\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u5e94\u7528\u573a\u666f\u8bbe\u8ba1\u4e13\u95e8\u7684\u8bc4\u4f30\u65b9\u6cd5\u3002\u5982\u679c\u60a8\u662f\u5f00\u53d1\u8005\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5efa\u7acb\u81ea\u5df1\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5305\u62ec\u79bb\u7ebf\u6d4b\u8bd5\u548c\u5728\u7ebf\u76d1\u63a7\u4e24\u4e2a\u5c42\u9762\u3002<\/p>\n

    \u4ece\u53c2\u6570\u6269\u5c55\u5230\u4e0a\u4e0b\u6587\u6269\u5c55<\/h2>\n

    \u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u91cd\u8981\u89c2\u70b9\uff1aAI\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\u53ef\u80fd\u4ece"\u53c2\u6570\u6269\u5c55"\u8f6c\u5411"\u4e0a\u4e0b\u6587\u6269\u5c55"\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4e0d\u518d\u7b80\u5355\u5730\u8ffd\u6c42\u66f4\u5927\u7684\u6a21\u578b\uff0c\u800c\u662f\u8981\u6784\u5efa\u66f4\u667a\u80fd\u7684\u4fe1\u606f\u5904\u7406\u67b6\u6784\u3002\u4e0a\u4e0b\u6587\u6269\u5c55\u5305\u62ec\u957f\u5ea6\u6269\u5c55\uff08\u5904\u7406\u66f4\u957f\u7684\u5e8f\u5217\uff09\u548c\u591a\u7ef4\u6269\u5c55\uff08\u6574\u5408\u66f4\u591a\u7c7b\u578b\u7684\u4fe1\u606f\uff09\u3002<\/p>\n

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    \u5199\u5728\u6700\u540e<\/h2>\n

    \u8fd9\u7bc7\u8bba\u6587\u6807\u5fd7\u7740AI\u5f00\u53d1\u8303\u5f0f\u7684\u91cd\u8981\u8f6c\u6298\u70b9\u3002\u4ece\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5230\u590d\u6742\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff0c\u6211\u4eec\u6b63\u5728\u89c1\u8bc1\u4e00\u4e2a\u65b0\u65f6\u4ee3\u7684\u5f00\u59cb\u3002\u5982\u679c\u60a8\u662f\u4e00\u540dAI\u4ea7\u54c1\u7684\u5f00\u53d1\u8005\u6216\u4e3b\u7406\u4eba\uff0c\u60a8\u9700\u8981\u51c6\u5907\u597d\u8fce\u63a5\u8fd9\u4e2a\u66f4\u52a0\u590d\u6742\u4f46\u4e5f\u66f4\u52a0\u5f3a\u5927\u7684\u672a\u6765\u3002<\/p>\n

    \u5177\u4f53\u64cd\u4f5c\u4e0a\uff0c\u53ef\u4ee5\u5148\u4eceRAG\u7cfb\u7edf\u5f00\u59cb\uff0c\u9010\u6b65\u5f15\u5165\u8bb0\u5fc6\u7ba1\u7406\u548c\u5de5\u5177\u96c6\u6210\u80fd\u529b\u3002\u4e0d\u8981\u8bd5\u56fe\u4e00\u6b21\u6027\u6784\u5efa\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7cfb\u7edf\uff0c\u800c\u662f\u91c7\u7528\u8fed\u4ee3\u7684\u65b9\u5f0f\uff0c\u6839\u636e\u7528\u6237\u53cd\u9988\u548c\u4e1a\u52a1\u9700\u6c42\u9010\u6b65\u6269\u5c55\u3002<\/p>\n

    \n

    \u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u4e00\u95e8\u7cfb\u7edf\u6027\u5730\u8bbe\u8ba1\u3001\u4f18\u5316\u548c\u7ba1\u7406\u8fd9\u4e9b\u4fe1\u606f\u6709\u6548\u8f7d\u8377\uff08information payloads\uff09\u7684\u6b63\u5f0f\u5b66\u79d1<\/strong>\uff0c\u76ee\u6807\u662f\u6700\u5927\u5316LLM\u7684\u6027\u80fd\u3002\u5b83\u662f\u4e00\u95e8\u6d89\u53ca\u4fe1\u606f\u7269\u6d41\u548c\u7cfb\u7edf\u4f18\u5316\u7684\u201c\u79d1\u5b66\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u63d0\u793a\u8bcd\u8bbe\u8ba1\u7684\u201c\u827a\u672f\u201d\u3002\u4e0b\u65b9\u662f\u8bba\u6587\u7684\u4ed3\u5e93\u94fe\u63a5\u3002<\/p>\n

    Github: https:\/\/github.com\/Meirtz\/Awesome-Context-Engineering<\/a><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

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